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+# Reviewer brief
+
+## Problem
+
+Linux auth logs are noisy, format-sensitive, and easy to parse incorrectly. Reviewers often see detectors that claim findings without making parser limits or coverage visible.
+
+## What it does
+
+`LogLens` is a C++20 offline CLI for Linux authentication evidence. It parses `auth.log` / `secure` style syslog input and `journalctl --output=short-full` style input, normalizes the evidence, applies small rule-based detections, and emits deterministic Markdown and JSON reports with parser coverage telemetry.
+
+## Quick run
+
+```bash
+cmake -S . -B build
+cmake --build build
+ctest --test-dir build --output-on-failure
+./build/loglens --mode syslog --year 2026 ./assets/sample_auth.log ./out
+```
+
+## Sample output
+
+The bundled sanitized sample produces `out/report.md` and `out/report.json`.
+
+The current README-documented summary excerpt is:
+
+- input mode: `syslog_legacy`
+- parsed events: `14`
+- findings: `3`
+- parser warnings: `2`
+
+When `--csv` is enabled, the CLI also emits `findings.csv` and `warnings.csv`.
+
+## What this proves
+
+- C++ implementation discipline for a defensive CLI instead of a throwaway script
+- parser observability, not just detection output
+- deterministic report generation with stable review artifacts
+- repository hygiene through CI, tests, and CodeQL
+
+## Safety / boundaries
+
+- offline log review only
+- defensive and public-safe scope
+- no exploitation, persistence, credential attack automation, or live collection
+- findings are triage aids, not incident verdicts
+
+## Limitations
+
+- parser coverage is intentionally narrow and auth-family focused
+- no cross-host correlation or SIEM-like aggregation
+- `syslog_legacy` requires an explicit year
+- rules are threshold-based and conservative
+
+## Next milestone
+
+Broaden supported auth patterns and keep parser-coverage evidence as visible as the finding output.